{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Gmsh: http://gmsh.info/doc/texinfo/gmsh.html#Tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 几何"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 边界表示 （boundary representation, BRep), 用自下而上的方式构建几何体。\n",
    "* 几何实体的集合， physical groups\n",
    "* 脚本语言创建完全参数化的几何实体"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 网格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 非结构的网格\n",
    "* 单元中的节点有顺序， 但单元没有顺序\n",
    "* 自下而上方式生成网格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 解法器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 外部解法器可以接入到 Gmsh 中"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 后处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Gmsh 可以载入和处理几何和网格中的标量，向量，张量数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gmsh 可以做什么？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 快速描述简单的几何体\n",
    "* 参数化几何体\n",
    "* 生成CAD模型各个维数的有限元网格\n",
    "* 精确指定目标单元尺寸\n",
    "* 创建简单的拉伸几何形状和网格 \n",
    "* 通过简单的客户端-服务器架构和外部的解法器互动\n",
    "* 以丰富的方式可视化数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pygmsh.generate_mesh??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pygmsh\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from fealpy.mesh.TriangleMesh import TriangleMesh \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Info    : Running 'gmsh -3 -bin /tmp/tmps5efgf6o.geo -o /tmp/tmpyse44jgi.msh -optimize_lloyd 10' [Gmsh 3.0.7, 1 node, max. 1 thread]\n",
      "Info    : Started on Wed Nov  8 15:23:55 2017\n",
      "Info    : Reading '/tmp/tmps5efgf6o.geo'...\n",
      "Info    : Done reading '/tmp/tmps5efgf6o.geo'\n",
      "Info    : Finalized high order topology of periodic connections\n",
      "Info    : Meshing 1D...\n",
      "Info    : Meshing curve 2 (Ellipse)\n",
      "Info    : Meshing curve 3 (Ellipse)\n",
      "Info    : Meshing curve 7 (Ellipse)\n",
      "Info    : Meshing curve 10 (Line)\n",
      "Info    : Meshing curve 11 (Line)\n",
      "Info    : Meshing curve 12 (Ellipse)\n",
      "Info    : Meshing curve 13 (Ellipse)\n",
      "Info    : Meshing curve 14 (Ellipse)\n",
      "Info    : Meshing curve 15 (Line)\n",
      "Info    : Meshing curve 16 (Line)\n",
      "Info    : Meshing curve 17 (Ellipse)\n",
      "Info    : Meshing curve 18 (Ellipse)\n",
      "Info    : Meshing curve 19 (Line)\n",
      "Info    : Meshing curve 20 (Line)\n",
      "Info    : Meshing curve 21 (Line)\n",
      "Info    : Meshing curve 22 (Line)\n",
      "Info    : Meshing curve 23 (Ellipse)\n",
      "Info    : Meshing curve 24 (Ellipse)\n",
      "Info    : Meshing curve 25 (Line)\n",
      "Info    : Meshing curve 26 (Line)\n",
      "Info    : Done meshing 1D (0.004 s)\n",
      "Info    : Meshing 2D...\n",
      "Info    : Meshing surface 1 (Plane, Delaunay)\n",
      "Lloyd: 0 8.275\n",
      "Lloyd: 1 13.038\n",
      "Lloyd: 2 13.976\n",
      "Lloyd: 3 15.958\n",
      "Lloyd: 4 17.874\n",
      "Lloyd: 5 19.295\n",
      "Lloyd: 6 20.422\n",
      "Lloyd: 7 21.601\n",
      "Lloyd: 8 22.014\n",
      "Lloyd: 9 23.384\n",
      "Lloyd: 10 24.762\n",
      "Lloyd: 11 25.070\n",
      "Lloyd: 12 25.972\n",
      "Lloyd: 13 26.666\n",
      "Lloyd: 14 27.259\n",
      "Lloyd: 15 27.742\n",
      "Lloyd: 16 28.114\n",
      "Lloyd: 17 28.388\n",
      "Info    : Meshing surface 1 (Plane, MeshAdapt)\n",
      "Info    : Meshing surface 2 (Plane, Delaunay)\n",
      "Lloyd: 0 3.569\n",
      "Lloyd: 1 5.955\n",
      "Lloyd: 2 6.894\n",
      "Lloyd: 3 7.656\n",
      "Lloyd: 4 8.133\n",
      "Lloyd: 5 8.376\n",
      "Lloyd: 6 8.862\n",
      "Lloyd: 7 9.145\n",
      "Lloyd: 8 9.642\n",
      "Lloyd: 9 9.967\n",
      "Lloyd: 10 10.112\n",
      "Lloyd: 11 10.496\n",
      "Lloyd: 12 10.842\n",
      "Lloyd: 13 11.251\n",
      "Lloyd: 14 11.639\n",
      "Lloyd: 15 11.818\n",
      "Lloyd: 16 12.189\n",
      "Lloyd: 17 12.984\n",
      "Lloyd: 18 13.829\n",
      "Lloyd: 19 15.159\n",
      "Info    : Meshing surface 2 (Plane, MeshAdapt)\n",
      "Info    : Meshing surface 3 (Plane, Delaunay)\n",
      "Lloyd: 0 3.569\n",
      "Lloyd: 1 5.955\n",
      "Lloyd: 2 6.894\n",
      "Lloyd: 3 7.656\n",
      "Lloyd: 4 8.133\n",
      "Lloyd: 5 8.376\n",
      "Lloyd: 6 8.862\n",
      "Lloyd: 7 9.145\n",
      "Lloyd: 8 9.642\n",
      "Lloyd: 9 9.967\n",
      "Lloyd: 10 10.112\n",
      "Lloyd: 11 10.496\n",
      "Lloyd: 12 10.842\n",
      "Lloyd: 13 11.251\n",
      "Lloyd: 14 11.639\n",
      "Lloyd: 15 11.818\n",
      "Lloyd: 16 12.189\n",
      "Lloyd: 17 12.984\n",
      "Lloyd: 18 13.829\n",
      "Lloyd: 19 15.159\n",
      "Info    : Meshing surface 3 (Plane, MeshAdapt)\n",
      "Info    : Meshing surface 4 (Plane, Delaunay)\n",
      "Lloyd: 0 9.264\n",
      "Lloyd: 1 12.357\n",
      "Lloyd: 2 15.341\n",
      "Lloyd: 3 17.473\n",
      "Lloyd: 4 19.615\n",
      "Lloyd: 5 22.122\n",
      "Lloyd: 6 24.265\n",
      "Lloyd: 7 26.236\n",
      "Lloyd: 8 26.678\n",
      "Lloyd: 9 27.531\n",
      "Lloyd: 10 28.139\n",
      "Lloyd: 11 28.692\n",
      "Lloyd: 12 29.220\n",
      "Lloyd: 13 29.944\n",
      "Lloyd: 14 30.455\n",
      "Lloyd: 15 30.606\n",
      "Lloyd: 16 30.899\n",
      "Lloyd: 17 31.196\n",
      "Info    : Meshing surface 4 (Plane, MeshAdapt)\n",
      "Info    : Meshing surface 5 (Plane, Delaunay)\n",
      "Lloyd: 0 9.264\n",
      "Lloyd: 1 12.357\n",
      "Lloyd: 2 15.341\n",
      "Lloyd: 3 17.473\n",
      "Lloyd: 4 19.615\n",
      "Lloyd: 5 22.122\n",
      "Lloyd: 6 24.265\n",
      "Lloyd: 7 26.236\n",
      "Lloyd: 8 26.678\n",
      "Lloyd: 9 27.531\n",
      "Lloyd: 10 28.139\n",
      "Lloyd: 11 28.692\n",
      "Lloyd: 12 29.220\n",
      "Lloyd: 13 29.944\n",
      "Lloyd: 14 30.455\n",
      "Lloyd: 15 30.606\n",
      "Lloyd: 16 30.899\n",
      "Lloyd: 17 31.196\n",
      "Info    : Meshing surface 5 (Plane, MeshAdapt)\n",
      "Info    : Done meshing 2D (1.248 s)\n",
      "Info    : Meshing 3D...\n",
      "Info    : Done meshing 3D (0 s)\n",
      "Info    : 672 vertices 1402 elements\n",
      "Info    : Writing '/tmp/tmpyse44jgi.msh'...\n",
      "Info    : Done writing '/tmp/tmpyse44jgi.msh'\n",
      "Info    : Stopped on Wed Nov  8 15:23:56 2017\n",
      "Info    : No current model available: creating one\n",
      "Lloyd smoothing...\n",
      "    Subdomain boundary inhomogeneous (edge length ratio 1.951). Skipping.\n"
     ]
    },
    {
     "data": {
      "image/png": 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7/SbHxsb/HpswNDEopRi7aig98cM5rB+7AwP/2kc4+toT/syMoSijBPveO8oL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PCsoI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\nFXer2OMsg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flPfd7oir/6b2Y6dSuYguH452dxe+9deHZ3E2+cnoF1w3eIHjPCSdL8I5iw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7zrz1jal6dkdVFNBdfzcCll+d97aP/VUNf38AEhxMGk4/Mnbx1FAno1s1htAsDt/ffg6GMv\nBv9HH6p2tMbm6HjEbByN5t19wU2C1PchPEnPQ9zcvUKlVhK3YBepdrSW2WefUpPe9FJQuLHnDmrL\na1nnee1hZaPCvSOPRPLvUzFu5XDL7+79Xap0DXKRwf2bEwAY9FlvZO7LEqeXXyS93zUrDu//+Bjc\nglxks04+ZOo2H3rsu7PYEh2PwZ/3kfXaWjlX8qV32ya/Wm1uEubGKnOrJDdwBsALwKvA8Ffg38rB\n7bcKpmL3BnzSC74dvZHw5gF83epnkfBmCsrrXNu8IpqgurDGLBNcVotN0bvEupGxCOrrj3cuzcPM\nxGiScyWf5d947mr24NRj6KsMrOXIEPi09YRHqAs/uuRMo1X+xLdneeT01oIpGTrObIv3ri0gGhc1\nfhm4Bal/PilACbiBE8Dcl/FTj/V8ec8NUForhK2bRig1Sri3cJVDv+jH2ka3gleEh0U4bc+7qZJQ\nQof8qQ+zdbMRedefWX5XoWLwivCAwkohuUHkcz1v/iooNIaUcgFTsS/SvjhZU5/Oq8eTS3nwaOEm\nAXOxv9+H3bBjeiKy0h5CGAVRqpWIm58st0zchcipEXjjxAyiLdWJTrPb0chprRE7c4/FprQeqZ+d\n4H3e6ybrO9Cnx49nWUce0RtJdyQAVORX4W7qAzL8q/4WbSxKKcavHsFOL79ISx6WwWQwIXNfluz/\nUQ/LutTnd10xYfUIHPrsBJJ/n8q5kaPscQX3DPeggLkzPvXz4/ihw2r+c99N0FUZeNTyocSuiW0V\ngJetA1/hv4VXqaTfABr2MXCTwP1jj3Bp4zX+6OxTZu9py9tGt2JHvz6DyKmtkRGfCd+O3nzoF/2Y\ns5+j5Tt2zEqSJh0XU7ePZQCwevBW7tvZmwz+jz4UMFtbruy/Ga8dmQYXfydUFVZjaae1eOv0LIvl\nZz3ybhQgbm4yryqoYhCAylYlKKOk0+y2st3kCGrrqsGyrutMHWa2UZxaekEE9fOXo34YzOpZT1lp\nD7Br/j7MPTAF7sEu2L1wP0w6ziesHmF5+sy5ko9N4+NqjLWmjlLKzH/CMP/LgRBCVbaq5JCBAX2j\nfhpiXb8grx66VYQODiQ9GzjoXYm9gQMfHQUkwKyZdPCyl+NWDqNuQS7QVxvwdcsVeO/6a1A7WmNF\nn43cpbkTJq4dyQghuLjxGo5/exbvXp6HhjWm6wmZSPkwDa8fm4H41/ZxRx/7RjuIeuyYmSSqC2vg\nFeFBn6bnifmpU+mL9NOypxVYP3KHsPeyQ9H9UtJ2Yivy4EQ2L39SwTxauPHIaa1Zi6FBqO+M/s/6\nGF7hv4dXqaTfGJiCImRAAEIGBLCaEi1uJN6hJ344JxUqRq7uuImQgc0xfMkA9qL2zMhvBpIfO65h\nzzKLYOdhg8KsYjZ+zQjL/7s0d4JvBy9x+E8nZPT60ezwn05K347ewsHbvtFEr8ivwpXtNyBMAlwv\nwFQMnWa1pT3f6QJKn892wQUcvOywIG0a/aX/ZrHnnYN81A+Dmb5Kj4Q3D8iBn/aCe7ALAYCgPv44\n/MUpy1Nk5bNqbJuyu9ZYa4p5FRT+c0gpBSFkwt1D96+eW3W5edcFkQwAqgu10i3IpVG2wL9LU2hc\n1EJbUkvbjG+JgZ/2ovX0z2u7bsGxqYNQO1rX0VgnsqWd18qrsTdlm4ktyfHvzor+H/UgCitFo9W8\n9dgw3Ey6IzZP3IXK/Go27pfhMOpMMNQYYNSZYNQaYdSZ0Gl2Wxo7a48svFOMsOHBNO0vp1BTUgtt\nqRa6Mh30NUZurDVKEJD8WwWMgOLyluvo/buuNDyqxUvF6Vf42/EqMPyGISVwI/G20FcbmKijYBfd\nKxXftV1FbVzU3Ke9F+swozX8u/rCxkUD/26+4shXp6Xa0Yo1be/FnZo6NJpwY34aQpd1WYe8GwW4\nd+SRjFoxlAFAVUE1Ti27gLupD3h1kZY1jfTi/T7szo5+fUbYuKrpxQ3X0HFW20ZCaMIkiMJaAfsm\nto2CQ8HtIjRt74nIac8b8YIHBCBx0UGirzHU2YQm1Bh1pm+klMn/nJH814WUsoYQ0v/YN2euu4e6\nOgb29oOuUk/d6hzu9NUG7F64Xz44/pi0GhkstWU6+TQ9T5IGQTxzX5YI6v9cNFLjpMaYpYNJwhv7\nkXvtGRRWCtJ6fEuiq9Qh+3wuctJz8SyzGOU5FVxbWktqS3UUAH7ssMZsL8ooKCPmPxUUTEFh0BoJ\nBPD0cp6w97CVGme1tPe0I56tPKja0ZqpnawhTAIHPj4KKc0a2Bc3XBU+kV7sRdmOV/jb8Sow/EZx\n9JszOL/qMgJ6+6FppBceX8jhNcW1aN6jGWYlRePhyccsc/89HjtzDwOBdG7mKAJ6NWPn1lyBwkoh\nx//y8pbfzt0sArh9WiKEEPT+kUfY90Eary6sYT7tPHmf33djIYMCoHawZhX5VaguqqHzDkzG1kkJ\nPOGN/ZiyLYrVpwgEl5a0Q31wWNZtrYQAcW7miLyMAkvTlZWtCtb2VuLZzUKavvm6rvxp5VGTzvT5\nP3E4/6UhpXxCCBkeNy85dcq2KI1JZyKOvg5I/fw40rdmSK9wDznvwGTiHuLKjDoTvm29EndTHyB0\nUCAAoPh+qezxVqdG90Po4CD4dvKWGfGZRKlWYEnYCmmsNRIbV4108XcSHmGuJGRgAHP2c8D2GUkg\nIJi6Y2wjA6h6cJPA161WSIWVAoG9/eXQP/d9WSHYJLC08xreYmgQnlzIld3e7KioLqoh2yYnwKe9\nl5i4dgS1trd+6btf4a/Dq8DwG0PO1XzsmpfMBZd04vpRJKBnM7Zm+DYR3K85bTUmlKwetBWhgwLQ\nckQIWo4IYUJIPLtZSLLSHpDMfVmCGzillJCkRQfEc3NJAgASsNBUGaRE9vkc0fvdLixkUAA0TupG\nk/noV6fRrKM3t3HRsOm7xrMfO60VF9ZflZ1ntyMAILggDd22Lm/LADdywhiDycD5xrFxjKmodGnu\nJMNHh1IbN4088PFRlGaXPzXUGGP+XZrX/l6QUp5hSrZwS3T8L0xJFd+3XSWs7K3IxLWjSEDPZpYr\nrbRWoMuCSLL/D0dkUF9/Uluhh65cxxpqV1UVVmPX/H0i52o+JSAw6jgxU0q9wJSskd3o7YP3YGWj\nQvvJ4YibmyzfOj2L1NcB6pH62XE4eNrJqBXD6Nrh21mnWW3h8oIc96bxccLGRUNGfDOQ7lqQjNwr\n+XzU94NY63Fh2Pf+Yfl95BrZ/Y0OpOeizv+oIfy3witW0m8EJr0JO2YliY1j4xAxNowsPPv/2rvv\n6Kiq9W/g37331PRk0gkJqYQQQodQQ+8gvUoHBUXErr978eq1cL2KWFCp0nsn9NBCFwgQSqhJIKT3\nNn3O3u8fQwZG7/ved91rWb94Pmu5ljozx2F75jzn7L2f55lO6sohVzyqQnjnUOIXpUPnV9ph24v7\nYKw0AQAoJQhOCEDXeYnUI9j9yeUf8G7kRUZ8P4ja/xpIR3w3gI34bgAb+f1AplAz4RboxsuyymnO\nxTzJWGH6xfd5cOIhbzvFnrik8dBg1LLB9Ninp0nBTXv7A8EF6nr6nl1yGed+uIzJW0ZDCGDIwr7s\n3TtzMH7NMBLeMRSXVqfz0gflrOR+uWTRW3v/q0KCsn9PskorbWbbdSEALnEa0TnUsTX1WV1fbQ8u\nCX55bbq4svEGfKN1XOWihM1iw865B8Q3HVbCVeciJm8eCRAgtG0w3z5rn6h4VPWLY13ZcEPE9I6Q\ner7bBa5+Lnz3vIPSszHdZrHh2tZbovf7STQwzg9hiSH8wF+OOW2jOvS3E6L0QTmdsGEEVagYontE\n4NGFXAIA3g09MXHTSDby+4Hk4qprYlG75dLjNHkz0n9LDgz1ALdxj22z9kNfbMCsIxPR893Ojt63\n1YW1MFebaYOW9n7HSfM6wD3QTdr92iHHD9Rca8F3SaulikdVxC9GJ1qOi0fxnVLkXS3g4R0bIrxj\nQ4R3CkV4p1CEtg+BzSyRl45PpjP2TUBpZjn5oddarB23Xcq5mAchBLLO5MBqtNLoZ/ozR3YJQ4sx\n8WLT5F3CrLeAS4Io1AyX1qbj5OdnMWHdMDTq0BAuPlop52IemIIitG0D9PqfLnTO6anUN8rHIFmk\nvwohHv3+I1x/CI4uhKA6tm8UKnOrpTWjtmFB42/Fd91WSfvfO4r8G0WglKL/xz3Ysc/Okox9d3nj\nPpHk1Dc/4YuEJaLkbpmYsmMMxqwYwgQI1G4qMXHTSBrTKwLLB25A7hXnzpQFN4p5bN8oBgBTto9m\n2Wcf0/RttxyR4fAHqfBs4CGiujUCAIz8YSB9fDmfZp/NAQDc2H0baeuvk4mbRjq6qTUdHIPK3Gpq\nMVgd/52YXhF49fx00nxkE7Jm1FZU5la7A/iXuQ6yf0+eSqoHbBZJx20cag+1KLlfBq+GHo75+2tb\nbsIvRseVmqdV8iZvG8W+Tlwhru+8LUJaBpGVz23iQfH+GL1iCPmhxxpbWGJDRcKwJmTNmO3EI8jd\n0SAeAPKuFULlqoTGXY3AOD9M3zOO1pYacOAvx+j653cIzwYeQrJKNG5QDFeonKuaDfy0J8k+80ja\n+/phCImzuylZSF14DmNWPodGHeyVQf1idDT7TA6PGxDt+Ozdw5mozqspBPDP33go6z0hhIEy+lbp\ng/KF05PHuQkBlNwtJdlnH7P7R7OkVcO2MMqI8Ah255QRWppZTitzq4VSoxTPLepLYvtFOSqZ1hTU\n1HVrI8992Zd4NHDHmtHbMGrJIMT0ikB1YS2MFUYW/iQT38VbiyEL+5Ld8w4htF0IPILdcH1Hhhi1\ndLBje6rWU4NW45uR5LdSxJiVQ8jeN1Pw3KK+Iije33EOaj010HioecGNIlq3ZmGoMOLC8jRk7Lsv\nAAJulSiAAMj+I3JgqAdULsrsvh90a5l1+hHb9+5Rbqm10CYDY6RW4+LZvZQsHt3TnmnKOUd1QS0q\nH1cjblAMSX4rBZQR0XJcM9H3b0mMMgpzjYX5hHkiqFkAhn3bH7vmHCBufi6I6GKflnp47jF8GnlJ\neGYe2c3XBaOXDib3T2Zj2wv7AAjc2HWH3tp7F54NPLhvlI8IiPOjughv0ueD7mz7rH2QrBypC89h\nxHcDUXe3CACN+0aSiyuvOu4oucRx6G8n9OZay9wnWb2y/5Lg4sfiu6XzM1MfuUV1a4SAJn4IaOKH\nxBmtGOcCxbdLSPbZHJqy4DSETYApQbq90cHRjKdOdZEeGg+14/9V9zc6wjPYHdteTEb/j3qI8keV\nJLCpv6R2fdrAu+mgGNzcfZtvmrobDVsHU6+GniIyKczpzr7jS21wZfMNrBi8ESEtg7jaTU1z0/Kh\n9dZC662BxlMN9yA3kbH/HtK3ZyAz9ZFUW6xn/o11vPWEZrRxvyisH7+jqjy7shCy/4gcGOoJz2B3\nDP9mAADQ3LR8nPzyPN08dY/gnNOS+2U4vywNkkUCVVKoXVVQahWC2ySidteSHu90YpRRcM5hrrUQ\n7yeJb3H9o1H9XmdsnrYH03aPRWBTf+RfL0JgnHND+exzOdj3zlGpuqCWJc5sJS7+eBUvHnmeEELw\n8HwuLbhehKzTj8T17Rk2U42ZWowWyhQMEV3DEN0z3OlYzUc0weG/naTmWgvUbipc33lbGCtNDwAc\n+H1Gsv4TQtgIIfMO/vX46pdPTXV7tpw6pQS6SB/sevUgd/d1pfoyI9pOai6OLThDjn92lred0px2\nnZcISin0JXpovTROmwBajWsG90A3bJuZDKqgiO4Vzq7vyIDVaIPFaIXVaIMu0ofeO5EtyjIr4N3I\nk37fY43NXG0mFqOVWg02Yu8PQsBtApWPq7HnjcNCMkvEZrZBsnJwGwcIWOn9cvg31vHub3Zk0T3D\n4apzkafGfyVyYKiHQloHo/f8rmTV0C2CEIJOL7VFq/HNoPXSOMprrx65hXs38kJNYS22zthLJmwY\nQQtvlUChUUDj/nTXSOKM1qh8XC3WjNpGXjwyEeVZFVL4hGYMAB79lIvkt1Kkqrxq1n56K9LppbbQ\nemnohWVpcPHWws3PFX7RurpDEUOFUbFm1DbJYrQCXCDvaqH0TceVdPDnfUjdU4PGQwOtl0bKTctn\nYYkhSPnolNFcY5kj70L61e2sLdb//daeO3HNhjVx/MuKx1VYOXgT9wn3IlN2jCHfdFjJmw6Ood3f\n6ohbyffoiS/OiQvLriBucAyx6K3QemvBOUfulULcOfQAjy/liarcai5JnIEAmScfITetgDMVA1My\noVAzMBWDZJMYbEBNYS26vdFRoQv3hkewvbOf1luDBycfkt3zDolXL8z4xcV+2+xkcWvvPUIIUJZV\nQVz9XH7RrEn235EDQz306KdcbJi4UyROb8WLbpeyypwqyc3P1fE4f+fQfeRdK2JzTk2FxkONrzus\n4Ec+PCl5h3kxrwbuHD/blNDvw+6kKq+arxq2mdjMErEYrfiu22qp8nEVazetJen0Ulu4eGspYJ+u\nslkkqN2dtyTe2H0b+945KsI7NUTcwGjcSr7HZx2dyE788yy2vrBXNGgZxAct6MV0Ed7waeRJHp7P\nFaUPyoXNbLskhDjze4zbn4kQQhBC5hz+MDW5ycAYV4WKITP1IbbMTBYJw2NF/497MqagUGgUorbE\ngKBmDAnDm6DZsFiSmfoIJxee47lXCqhSq1B8EvkNFCqGwKb+UnjHhjS4RSALTgjA6pFbbV3mtle0\nHBPvdD4d+OtxUZpZLszVFqIL9+ZnF1/E1N1j6bPtSf1idDBVmX+xeJz8TorIOpVDOs9ph3spWVL7\naS3p1hl70ef9JLSd3OJ3GLk/Bzkw1DN3Dt3HjjkH0OOdzqLDzNbs0ppruLDiiuMHZrPYsOeNI7zP\n/K7EM9idAMD0PePo0r7rhEewO/wb6xyBQbJKKLpTisKbxfBq6EmzTufAZraR45+dRfsZrUjXV9rD\nxUfr9KM3VZlBAEcxPMkqYdO0PTznQi4d+I9eaD4iju14eT/8Y3WCUoqe73ZBp5faku2z95Mfeq1F\nm0kJUmhiQ3bn0ANeXVhrNtdYXv3dBu9PRghxQuOhvnpl/fWOVotET35+Fr3fT0K7J/0RAEDlqhQ1\nRbWOzxBCEBDnC2OlSYAAVoMNbv4ufKJsa84AACAASURBVPL20dQvSueUy+IV4sGK75Q63Wjc2ncP\nVzfdINP2jMO6sdt5/4960NsH7kvL+q0XQxf1I3GDYgAAHkFuEBKHxWB1VHI98lGquLnnDpm+dzyK\nbhXj1t67pPXzCcQzxANbZuxFWVaF6Pdhd3kn0q9ADgz1SNrG6zg0/wQG/bO3aD4ijgJA3KAYHJx/\nglpNNig1CmyftZ97h3qi9cTmjh+QLsIbfd5PIvveOwpDuVHxecIP3GqyUqvRBqVWae/EFeLBG7QM\npDkX86mw2HB1ww1SdLOYd3uzI302m7UqvwbKJz/k3LR8bJq6h3sEu2P28cnwbuhJAKA0s4I3HRzj\nuIhoPDR4fsMI+qQUOKryqmEzSVTtrkoRQqT/XuP3Z2Susbxy6MOTlymjGL92GCI6hzpdWDWealZb\n8rSB2Y09d5D8VoqI6RWBNhOb4+KqqzymV4RY1m89ur6aiC6vPG3dGpQQQHKvFDg2DJRlV2DPa4fE\n4M97Iyjen6g9VLz8USXt+0E3FpTgL3a9ehB51wrQ+69JoJRCoVVAX2qA6kkv8Mtr08nUnWPgH6ND\ndX41rEZ7ifmobo0wbfdYrB2zjZRlVfBxa4bKaw3/JTkw1BOX113HvZRMjFo6GHX17gHAVecCtbuK\nF2WUUKvJiszUh3RWyiRQSsA5x6XV13BhxRWppqCWMSWDqcqMLnPb0+aj4uAR6Fa37ZUCoLtePQi/\nGB9ecq+c9p7flRRcL+Ibnt8JpVbJo3uE0+7vdEJ1fg1Uripx4K/HcXXTDdL5lfbo8ko7+mw/Xn2p\nXjw7bVDHp5E3IpMasfSttwRXCGKusXz7Owzdn5oQ4praTVViMVgDt72QzBu2Cybd3+xIguLtOz3d\nA9xI1eMqiXPOtr2QzB+cfEQH/7MXEobHsbKsChxbcJr2+3t3xPSOxPbZ+5Cx7540aesopvXUIKx9\nA1zbeosC9ifVVcO28OajmoqE4XEMADwC3FhZZrkAQBKGxxFdpA82TNiJvKuFfOKWUVShVvDaYj29\ne+QBziy+hImbRiComf17uehcYDXaHOd5ULw/Zh2ZiNUjt5KlvddJXOLyk8N/QQ4M9YDFaPW7vf8e\nhn83EDHPFDur4+bnyh+n5dMziy/yrq8lgjJCN0/bI7LP5kDtrkaHma1owsg4LGqzDJ3mtMO5Hy6h\nUYcQ+IR5OR0n51Ke1Pnldiw/vUic/eEyXj45hfX/pCfuH8uil9akS990XMkUWsZtBhvN2H9PPGky\n/4u7N3ONheoin5Y8yEsvxJEPT/L89CLqF6PjbSY1p5fXpeeYqs1Hf4Phkv2MRW99P6Z3xKLEma1d\nr2y8Lq0csplpPNVSTK8IpvFQI/9GMRa1XS5p3FRk9tFJ8GnkRQD7kyYIQW2xHpFdw/DK6WnYNfcg\nvmq/Qgz7qi+J6BoGY7mRWI1WrB27XfJs4E76/b2740nRt7GOFGWU2vDkOtSgeSBmH5+M9eN34JsO\nKySmpLi8Lh0Z++5h3BrnLm6uvi6w/azPhGcDD7x4eCJZ+dwmUl1Q6wHAeaFL9v9NDgz1gELJNGpv\nrdj1ygGS/OYRofXWcO8wTxraLoQ07hOBoAR/xfF/nhHcJujVTTelkwvPI7p7Iz5u9VAWlhgCQggy\nTz2E0kWJHm93gtZLg42TdmH82mEI72RPTuKco7ZIzyK6hKHluHiyqO1y6eQX50iv/+lCm/SPRpP+\n0UxfZsD3PddQc5UF+hID2ThxF9dFepMmA6JJyzFNofHQwFxrgdVgJV4NPXB+eRp+WnFFqi0xsIRh\nsWLggl7wb+xLUz45ZbNZpC1/8LD+mezLOp3z7ejlQxDROZRZjVbcTcliaevSpexzjxlTMebirRWj\nlg0mz/bwAAC1u4qXZlZQ9wA3uPhoMX7dMHZ1002xY85BRHVrxFVuKrJr3iFSllXBXjoxBexpniUa\ntAjEmdMXnW4c3P1dMWPfOLph4i7++HI+vbHrDlqOi4fWSw2bxQaFyn7JctVpIVkkCCFQeKsYVzff\nQvbZHKm6oIZyK687plx29T8kB4Z6gCro42Hf9PcNSwxBWVYFKbxZzPKvF/EHJx/y80svM4vBCoWK\nEQKg5dh42mp8M7jqXJwWCm8feIAGLQIlAKzDC60BwCk43D2cCZWrSniH2tcJxq8Zyn58bjPiBsUg\nOMH+eG+qMsNcbYZvlA/XRXiLdlNbsszUhzxtXbo4+vEp6uKjlVx8tVQIkIUtlgqVmwqdZrehzUc3\nhcZd7fg+Gcn3jJJZ2v17jd+fnRCiQOulyc75KTc2oksYlFol4oc0RmRSGPuy9VJhM0nEN9qHL+u3\nnqnd1TywmT9pOzGBxPSJhIu3RpQ+KEd4R3vmOiEErcY3IyGtg7Bu3HZis0jkzoH7aDulBTJTH0Lt\nqoTKTQ21mxKewR6ozKumVzbdwMPzj1F0u1TSl+hhqjIzwigVEoeLzgVZqY/4jV13qNVghULDoNAo\nuULNBGGELYj9VghJkIatg6VW4+Jpo46hJKCJLxZ3XVVVnl1Z+gcP7f9acmCoRyij8IvWwS9ah2bD\nmlAAOLbgNM4uuQzJxqF2VYm09dfhHuCG+KGxUDxNSMXjy/lSwvAmjru3nweH9O0ZIjIpjONJxnNQ\nfAASRsaJbS8m4+XUqUShYtg196AUPyQW3d/pxBZ3/hGdX26HPvOTaJ/5STBWmfDofC47+MFxQShB\nbL8o8tyivvh5p67K3GrUFNUSAD/95gMmc7DUWjbdPvjgfyK6hDmmX9aM3CqFJYYg++xjNmLxAKZ2\nV+Ph+cf09v770t43U5jNfFBwzun5ZZfF9R0Z0JcaJIveQi0GG7EarYQqKOFWDq2XBtlncvj9Y9mw\nWSQiWSRIVomYay2gCop97xxF4z4RtoThTRT2LGxfuPm7YtPU3fAM9pAGftqTAfYdbvpSAwpvl9Id\ns/eBEgICglkpE+ET7i036/kVyav39RTnHOuf38kvrU1H7/lJ0HppxNsZL5FWExLI0U9P84UtluD0\n4p+4qdreu7emsJaEtA5yukp3eKE1erzTGRsn7ULOpXxE94xw+vENXNCTSBaJn/jiHC/MKEFhRgnr\n/nYn5hnkjhajm2L3vEOCS/ZNKVpPDWL7RUGlUfKmg2OQceC+2PvGEenn88T3UjLBVOyQEML5Bdlv\niktid8a+e7a6PMKjC06jurCWjVg8kGk81FLxnVIoNQpEdw/HkC/6sLduzEb/j3sQbhNEX2IgkUmN\n0PXVRMWI7wbSWUcmkvfuvgJXnVbSeqlFaLsG0ksnptC556bT1y+/QN66PpuMWjoYChWDQsWgdleh\n4EYxSRjRBFHdGsE9wA2EELjqXFBbrHckNjIlgwCwe+5BHt0zQiKMIqp7uFg2YIMoy674o4auXpID\nQz1krjHbq6U+rCSzj02Gb6Q3KKOglKLr3PZ489osOuDTHriy8aZY2HIJ9r13VDJUGOnjtAIc+Otx\nbJyyC8v6r+ffdFppO/v9JQkCsNSYScpHqWLd+B3SkY9SxdXNN/H4Uj6eW9SXXVx5hW6etoe3HNtU\nquum1f+THjBWmcTltelOGcvV+bW085x2eDl1CslMfYgVgzbymuKnVbRv7r1bba6xyOsLv78bVoPV\nWHy3DLlX8vHTiisY++Nz0Hpp4KpzQfHdMqc33zuahQN/OY72U1sIySKh67xE0mJ0U4R3CoVPIy9s\nnrZb0npqSNIbHUnpg3KnG46Cm0XYMn2P6PtBN6HxUEsDP+2J0HYNsLjLKnH/RLbjfe4BrtCXGhyf\nrXhUiR96ruWN+0SK4YsHMEIJ+szvShNGxPHlcnD4VcmBoZ4peVCGrzus5F4NPcmLRyYSz2B3SFYO\nypynbJoNbYJXz01n3d/qiCubrjNCCFIXnhMVjyptnsEeUtygGJr0egfF8MUD2AuHn4fNKqH7252I\nb6Q3K7hehNOLL9q2zNjLN07eDavRhprCWkooZZzbnxAopRi4oBc9+ulpoi+z74PPuZwPAUH8GvvC\nM8gdr/40k2k81eL7bqvxOC0fZr0FeVcLNQCO/N7j9mcn7DVHdt5Kvss3Tt7NO81px+t2AfnF6Fj+\n9ULHE9zVLTexfdY+DFzQU/T9oDuhSirKMssdx0r96jzyrxWxCeuH04jOoajKr3FcZyoeV2H1yG2i\n46w2vM3E5kTtrhb6MiOGfzuA9f5rV2ydsRdHF5wGALgHusNYYSSA/bxe2ne9aDY0VgxZ2IdRSkAo\nEZKNo/9H3VnzkXJw+DXJawz1yJ0jmdj58n7R+vkE0Xt+EqsrjiZZJBDnCtioKdFjy7Q9UlFGCYsf\nHCsy9t8nVEmJUqukAz/t+csbBgE0HxmHlmPiAXudewUAbH9pn7h96AHhFgn3j2aJGztvi/YzW9Gu\nr7ZH00ExOP31BenIh6kY9k1/dm3zTYS1D5EoJQwAmIJiyrbR7PhnZ7B29DbE9osSKhflNYPZVv3b\njpTsX7EarNtPf/vTzODmgaLr3PaOc6Bh22Ckrb9OAODs9xdxcuF5jPxhEBr3iSQA4OKjlfLTixR+\n0Tpkn8vBmW8v4vmNI+AR5A7O7UXvDBVGAMDy/ht4s6GNRdLrHRgAuAe4KiofV3EAtM3E5iSwqT82\nTtqFRz/l8U4vtaHGKjMpzCjBqmGb7ef1X7s62sMSSsCtHIQQ9Pt7dwZCpOUDNtCZBybIOQz/JfmJ\noZ64tDYdO2bvQ/+PeqDv37qxZytmcqsEqiACsK89HHz/BL7psBIegW6Ye2462k1pQRRqhhcPT0Te\n1QKypM86yWaxOT5f9/fPJqlZDBb80HON9PhSPmYdmQiA4OXUKWTQZ73o1U03xecJS/jpb3/C6JVD\nWMb+eyzvWiEe/ZQrxfSOdFqnsJpscNFp4apz4XcOZxJjpSnnNx0o2f9LKgEhRbdK6HfdVksH3z+B\nikeViO4ejvKHlfTw30+K1EUXMGHDCDTuE+n4kF+0jj2+lCfpywzYMm2v6PFuZ16XDU8phdpNxYvv\nlmJJr7VSaPsGYsCnvRwXd6+Gnih/WOnIjg5pFYSXTkyGZJGw9/XD3FBhJD8O3SwSZ7bmfeYn0Wc3\nKxBiX5C2/z1Bvw+7sRZjmvLl/TcIc41F+buMWD0lPzHUA1ajLfj2/vvo9mZHhHcOJVziThdxycpB\nKcWdQ/eR/PZRrnJTkec3DCdh7UMYAJiqzZCsHD5hXpiVMomsf34n+TpxpfTCoQnM3d8NVqMNzwaa\nsuwK/PjcZu4X7UOm7hpLNB5qKFQMxiozmg5ujCYDosmt5Hsk5aNUcX5ZmvAK9aS7Xj3IawpqWXjH\nhqh4XIXzS9Nw/3iWVFNQyzyC3XmzEU3I7f33TKUPKtb9/iMoAwAhhEXtpiobs/I5XemDcpax7560\nOGk107irOLdxen5pGun7fhKC4v2dPhfRNYykrb9OVgzaKEV0DUXijFZOwV/lpuRbZuwlftE6MvKH\nQfTZc8k3yge5VwqcblCfbJelJxeeA1NQUAUh1QU17G5KJqK6hztyIQglQrI+zXAWQiBhRBzLOpUj\nSjPLXSDnMfzHiFzN+H8/lasy38VH628zS8Sit1LJbIOrr4vwDvPivlE+0JfpWWbqI1BG0eO9LqLt\npObk2USj6sJafN1+OeY/eg0AYLNI2D3vkPTgRDadtHUUcfNzxdeJKzD/4TzcTcnEjpf2ixZj43m/\nD7qxugD0jyaLxbTdY4l/Y1/HcbnEcWP3HRz+8KQw15iJZOZw83eVjJUmFtIqSGo2LJbF9IqAR5D9\n97u466qq0gflfYQQF3/H4ZM9w8Vbe3vcmqGxdesLVpMNx/9xBpfXpUMAULuqhKHCSFRapVC5qbiL\ntwZu/q4s85T9/IrpHQFTlUkYK03cYrAKm9FGakr0VO2iIhpvjeQR6EZ14d4kMN4PIa2DYaw0Ydfc\ng2LU0kEkbd115FzOl/QlBubV0IPH9ovCheVXaJe57ZGfXijlXS2kpmoz0XprJO9QT1qYUYLQtsHE\nUGaUaoqf5D9QAr9oH6nkfjm1Gqw9hBAn/9AB/V9KfmKoBxRqReHQRf2C6rKUDRVG5FzKJ/nphSzn\nYh4e/ZQLhUoBbuN4cCyLaz3ULLpnOFy8tQAArafa3vyk7ngqhhHfDWCnvv6Jrxq2hfR4uyMoIzi5\n6DzOLr6IAZ/0RMux8U53hUzFhKHcSMqyKnDn0H08vJCHssxym6HcyCx6KwEFqJIiMimMDVzQCyoX\n5S/2netLDQoActetPxJBfk2RPrbuHwXnuLrlpqBKRqwGKyZsGE78G/ui8nEVKc+uZGXZFUhbf10o\ntUriE+YpNB5q7hejY646F+bio0VFTiVOfHEOREHR4+1OrOJhpSi+W2q7svEmPfH5OWqutUChYmTt\n6G1oMiBG6vVeFxaZFOZounNpTbpIGN6EdHuyJlFbakDu5Xy2583DgBDIuZiHrvMSWVB8gCP/gRDC\nvum0sqo8u1Jeq/oPyYGhHnLx1iK2TyTcdFr8tPyK8A7xhFuAKx/8z97s7A+X2fHPzkh73zzC/GN9\npYThsTS2XzQRACQbdzymc0mg5dh4KlkkceTjU0RwgZNfnENk1zBknnpIbu65A1O1mVv0VmE12YS5\n2qzYMHEXhMShi/ThDVsHiSb9oxRB8f7wi9HhyEen8OB4Fs/Yf48GNPHjHWe1cZo+4FzAVG3WAij6\nA4ZM9oRk5Q9rnymzvXHSLimwqT8pyyzn3qGedOfLB/icU1OZb6QPfCN9kHM5H8f/cYZ4NfRAQJwf\nH7qonyPgc86xqPUyKem1DuTc95dogxaBaD4izrFxIfPUQ2yetgdCEtB4aJCblo/Ema2cmu4wJRXG\nKpNjukhfZsC+d49yj0B31BTWEi5xcufgA6nLnPZygtuvSA4M9dTdlExsn70fSfMSRVVeNa3MqxZ+\n0ToM/bIvADB9mQEXlqexy+tvSMf+cZYp1Ap83ux7wW2cSFYOySqBKRmUGgVRuiqFTW8jhBJQBbUx\nJSMBcX7UxVtLNZ5qaDw12P+XY9xqsNIOL7bhPd7pRH+e0WwxWBHULIAPndmarh+/g1QX1Eh9P+jm\nWIQ0VZrAlNRkNdnMv/9oyepYai3ZNUV6CQC7secO8q8VsTmnp2LFoI1Sp9ltSPI7R9mtfffQdFAM\nDBVGbJy4UyS90UE06tCQrhm5lVk/tzl6cRxbcAZUQWmXV9qTOwfuS7f23iVJr3WgAJB1Jgebp+1F\nvw+6i6MLTotxq4fSzNRHZN3Y7QhNDOGjlw6majcVmIoJU6UJAHDmu4tI/fI82k5pgZ7vdqaL2i7n\nA//Rixz5eyrdOHkXH79mmLyZ5lciD2Q9lLbhun2f+ac9ROc57aip2gyNh8bpSu2qc0GHF9tA66EG\nlyTYzDbYzBIZu2oo3ro+G+/nvIb5D+fh3TtzMH7VMMKUFEqNQqjcVGTQZ71Zn/lJpPOcdmgzsTni\nhzSGSqvgSa93wKW16WTbC8mSzWxz+k4WvQUqVxUJbROMFw89T9K3Z5Dts/ZJdbtKakv0YGqFvAn9\nj1dQmVttMtdasO+do6L/xz2ER5A7CCVCqVWi+1sdxcH5xyXOOVYM3CA16tiQd5rdloa0DILaTSXd\nP25PUKstNeDiqmsY+lU/olAxtBgTz9K3ZxDA3iN805Td6PN+kmj9fAJRuSiFvtSA7m92pLOPT4bN\nZMOXrZeKCyvSoFAxUVOsx4ohG6Uziy9i3Oqh6DM/iTIlAwiE1lONabvGkNy0Apr89hF5wfRXIgeG\neubEwnM49P4JjFo2GC1GxxMAMNdYoPVSOwWGS2uu4av2K4SLjxbdXu8I30gf3nRIjNj2YjL0pQbn\nXU1mG9TuKjHnzDSSm1ZAlg/YwJ/t6gUAggviH6PDK6enkrz0IrJiyCZel9gGAFajFSpXpaNc85xT\nU2nOpXysHbOdm/UW1BbrQRmRp5H+eAVVedW2jZN28qBm/qLFmKYEAAijkKwS2k5uQQhAF3deJQil\ndPi3AxxPfVHdw1naunQJADZN2SVFdWsk1a17tZ3SHDWFtSR9ewY2TtqNXn+xb4IAALW7GtUF9vPJ\nJ8wLU7aPps992ZekLrqA2lK9Yv97R8GUjMw5PQ0RXcIcX5QAEFzAs4EHpuwcg5u775KTX577HYeq\n/pIDQz2y960j4vzSNEzaMgoxPZ/2ZTDXWqDx1FDAfie3pM9a6diCMxj6VT8yfu0wVp5dCf9YHR/2\nVX8S0ztCrBi8EWVZT2/ebRYJhFK4+brg1QvTqauvVnzfYw3yrj1dJxbcXsvGVeeCueemU4WKiR96\nrRUl9+2lFKwGG1SuKsf59uR9rLbUIFYM2siL7pQCQP5vPUayf6ug8GaxS8GNYjr82wGOKUFKCSQr\nh0LFoIv0RnVBDeGci1NfnUdVQQ0AoNtbHfHwfC5L356B4jtlbMCT4ncAUPqgAgqtgie/nYKe73bi\n7ae2dNyouAW4ssrcKsfuB0IIwjuHwi9Gx20mCZKFw2qwCuOTJDk8fSPqNlX6x+jw/MYROPvdJVxe\nf/23G50/CXmNoZ449P4JUVOkJzP2jYd/jM7pNYvBytVuKnr2+4tIXXRBRPcIx6Qtoxy7korvlfHY\nvvbEs2Ff9Sc75x4QKwZvJDOSx0MX4Q3JIjlKalBKMXnraJbyySmsHrEFgz/vLRKGxxEI4XgPU1DM\nSB7Pdr92SCwfuAFjfxwKq8km6p4Y6ig1Crx8cjJb3n8DP/y3k2BqJq8v/PEKQYiy5dh4uPo+XQQm\njECySNg4eRcvul1KqZIiqFkAfXguVzq/7ArTeKgl/8Y6onJVYt97R2lQM3+x65UDKMuu5IZyI4MQ\n4BInTMlwcdU14hHkjtj+0aCUwLuhJ8qzKx29oU9+eQ7nlqSJkFZBomGbYLj5u3KtpwZL+65HYFM/\nadjX/ZkuwhuE2J8Y6jRsE4xRywZj28xkECXV/u4jV4/IgaEesBqtYSX3y0hgU3+c/OIctD4auPm6\nws3PxV6IrNwgziy+KAghZOSSQSTmZ1VS9SV67hutc5wLw78Z4BQcJIsEqqAC9qd3AEDvv3RFgxaB\n2D3vEAquF0ucC0IVzg+gQxf1I/6xvtg0eRdUrkoILnBz7x1kn3uMwhvFvKawVhirzMxqslKlVgGb\nRYqE7I9mtplt4vrO2+LKxhs0slsjqdnQWCaEIEc/PQWlVklmHZmIQ387KaxGG5+xbzyzGKzIuZjH\n7h3NkrLPP2bgQFVuNWL7R4tW45ux4OaB8A7zxNeJK3i3tzqy8swKkvx2Cj/8wUnS493OxKeRJ/Ku\nFtBHF3KxY85+SUiCjloyiET3CGfJb6dAX2rgQ77oo+g6LxEnvziLH3qtRVAzf865gOACNosNRRml\nKLhRhOK7ZXD1d0FNYa0KgP+//dPK/iU5wa0e0HprH8UNjA518dYIfZmRG8qNwlhhIsYqE6kt0hOr\nyUYEF3Dx0UpBCf606eDGpOngGEc3rH/ELhbT9jgnpwHAzrkHxP1j2aT9jFa4seM2f+XMtF9MPT78\n6TE2TdotuCRIULw/CCOw1Foki9EmbCbbk7r7ZiokQbiVwy3ATQQ08ZVCWgWxgCZ+xC9Wh3Vjt0uS\nWWJWk22HsdI08vcZNdm/QggJ03prbr1z62XXvGuFOL/sMrJO5XBDpZEqNUrM2DceAbG+qCqowbcd\nV+KVs9NRV1E360wO1o3bDoWaCUIJGbN8CCKTGjmO/WnMt2Lm/vHEL1oHzjnOfncJF5ancbPeSrmV\ngyoIOs9pzzu/3JY+6TWOU19fwN2ULGnmvvGOm5mKx1VYN3a7qC6oIZRRWE02qF1VcAtw5V4NPbgu\n3Jte33FbGCtNXYUQ8qLDf0B+YqgHCEFZs6GxoeGdQgmeNNIB7KUrlvVfL5iKotPstvAO82KZqQ+l\nYwvO0L1vHCGuvlrJN9qHmmrMJDetAMV3S6HQKO118jUKtJvSktSWGETql+eJR6AbOfvDJeRdK0RZ\nZoVkKDPAXGNhNosEIThRuaig8VCLwHh/ovXSMLW7ChpPDVQuSux+7ZDQlxnQ/a1O6Dq3vWMfOwBs\neWGvoApG+33QHXveOBz6R4yfzIm7ykUpAYCLtwalmRWSqcbMAHsm+4pBG9HllXbo+moifKN8pIs/\nXiW9/9qVWk02bHsxmQc08SMKNePxQ2PZ5ml70PMvXUXitJakLLsCklUiukgfAPYpSfcAN2g8NUJf\nagRTUnAbx7WttwS3cXR6uS3Urip4hXjAUGYvvS3ZOFIXncfltemcUkKEALiNY0byeDRoEQjYp6Io\nANw/nl1lrDSZ/ogBrA/kwFBPVeZWYfmADbzF6HiRfTYHanc1azY0Fs2GxjoySLNPP3qSQQqcXnyR\ncxsnQuLgEge3CcIlDptFIkIIVBfWkhs7b/OAOD/RYkxT5hvlA98oH6T8PZU/vJBLKaO85bh42qR/\ntOM7cM6xvP8GyVXnQgLj/Eh1QY2EZwLXlU03kHniIZmVMglWkw1cEkG//0jJfsadqRm2vpgs7h/N\nIk0HN4ZPmBfyrhYIq9FGRnw3ADvmHED69gyp88vt2MH3T6Dbmx2xcfIuSRfhTaK6NSIPUh8hcXor\nBDTxxeape1B0s1jyCvVkflE+3FhhpEf+nop7KVmcMkKie0fSqrwa+DTyEp7B7iKmdwS9vO46P7fk\nMvUJ95KiujVi+jIDTX43Bbd23xUuOi0GfNyDhiaG4Ku2y9F6UoLY8PxOMuvoJHgEuv3RY1dvyIGh\nHqourMXSvut508GNRb8Pu7HlAzbwn+cVUEaQ8skpKahpACm4WUyn7hhN62oW1Sl5UIbVw7ZwrxAP\nGMuNZFbKJKeppE1Td/PcKwVk5oEJWD9hBzdWmpxeXztmu2SusdCZByaQY5+dQU1BrWPesiyrAgfn\nn8CIxQPg08gLhgojbCab86q57I/Qoqag1kPjrubTk8eTwDg/9ln8d/y5hX3p9tn74Rvlg1fPz8Ch\nv53Agb8cA1VQ7Jp3CHlXCtjL+IT7PAAABuxJREFUqVNxdctNx0JUeMdQvHRyClk+YAMxlBugclHR\nRW2WIaR1sDTs2/4sqlsjfNNxpdR2SnPSanwzurTPejJkYR+0ndyClD+qxPUdGeTiqmuCWznJuZDH\nRy4ZRCOTwkAIwZVNN+AV4sEHfNyTlj6o4GvHbCMvHHyeqFzkoqq/Bnm7aj2jLzNgSe+1PKZXhBj4\nD3t5Y6Zi1GZ+2imzLLsCi7v8yBu0CMLk7aOpxkMl/bxDV8b+e1jef4NIGBEnJm0ZSY1VZqf1qPXP\n7+R51wrJzP0TiHdDT6hclMRU9XRT0ebpe3hZZgWdunss0Xpp4BnsXtfLGZKNY9XwLbzV+GZSbL8o\nAIDWSwPBhZIQ4vqbDpDs39ESSqAvNRBLrQXXd2SAgNCYXhFw9XWRci7lQ+2mwnML+7Lx64ZDAOJ+\nSiYGLugpPIPdnXYJAYBnkDuaj4yjggMaDzXmnJ6GKdtHs5ieEUj98jxsZon2eKsT9YvSQRfhJZ1b\nmsYBez5D13mJlKkYd/VzFcZKE/GP9XX0CM8++xhBCQECAJ7fOJwKifMtM/ZyzuU101+DHBjqEWOV\nCd/3WMPDOzYUzy3q5+jJoFArYDVaAdi7qC3ru17ED2siRi0bzBQqBldfVxTfLXUcJ+WTU9g19yAG\nfdYLfT/oxjwC3QFiT5QDgLVjt0nFt0vICwcmEK8QDwCAxl3NDBVGAQB73zwicn7Ko9P3jiPu/vbr\nvE+4N/SlBgoA68fvkNwD3dDn/STHtBIhBFpvjQlA8G8+ULL/K4WaNezySnvRdHAMWTduOw6+fwJt\np7TglFEENPGl2WdzHHcY5loLuE0CUzHc2HlH1GWx1z0ySDaO1aO2Slc23sDYH5+DvsyA6ic5DzXF\ntTi3NA3Dv+1PlFr7XX7/j3uyy2vTqbnWfp7tef2IUGoU9JUz00hAE1/x43ObRF3SZNHtEimkdRAD\n7OsVLxyayApuFOHwByflXuG/Ajkw1BMWow3fd18thbQMEsO/G+jUqEepUcCit/KMA/ewbuw2dH0t\nUQz4qIfjPf6NdSw/vUjinGPNaPsPecqOMUgYHkeeOYaoLqzBqhFbeFlWJZ15YAJ5dupJ66OFvsTA\nUz45hVvJd8nUXWNQFzQAe7azsdJETi++iILrRWz8mqGU/Wx7q3uAmwQ5MPyhlC7KlrooH9K4bxRU\nrkouWSRcXHWV3k3JRGy/KJJ9JocA9t1CO2bvw6AFvfDapRdQdKcUW2cmS0Ky56lVF9bi68QVkrHC\nRF46PhmNe0eixaim2PP6YcEljo0Td0kxvSKkZzOZGyWGwM3XRbq8Ll08vJCLjOS7ZMyKIUShYpi4\naSR183Plq4Zv4aYaM/QlBhIY5+f4rNpNhel7xtGrm27Qy+vS5ceG/5K8XbUe0HprrhBCWgQnBIjx\na4fZ68g8Y+uLySjKKOHV+TV08Od9RMLwJk6JZhdXXcW5JZe5EBBqNxWZuGkEdQ9wXsj7Z8L3XOOm\nJoILTE8eR9z8nGd89r93FLcP3hcWvZVM2TEGwQkBTq9bTTZ8EvE1lFoFxq8dhrpSCc/aNGV3zd0j\nmbOEEBv/qwGR/cfU7qo8/8a+QUUZJaTzK/atoxdWXkXqwnMitG0Dnn02h0X1COcPzz2m49cOQ12n\nNmOVCd8lrZYAUKZmwlRpIrH9o/ngz3qxuq2nnHN8kbCEhyWG0KzTjzD33HSnSqoAkL4jAwfnHwel\nlHeY1Rpd5jxtMco5x5Je6ySmoqT4dil94+osuPg457FlptortoJAshps7YQQV37jIauX5MBQDyi1\nyjybyRbcsE1wDVMx/vPXCzNKXMzVZqWrTmvzjdbpf/66pdZCi26XuEtWjv/bMXKv5HvYTBIJbOpn\n0HhqrD9/vSyrXFNbYlC7+7tafcK9DT9/HQBy0/I9mYrxoGYBNf/q9ZL7ZRp9ieE9IcSi/78/uezX\nRAghVEElbuPEp5GX2SPY3bHd06K30MKMEndCAMnCoYvwNrkHujllqtvfU+wObu/P0aBl0C/6IVTk\nVKr1JQaNxktj8430+cW5CACPL+d7ShYJYYkh1YQSpwsU55zkXSnwkKwcjTo0rPpXny+5V6rVlxlV\nEOgihDjzn43Gn5scGGQymUzmRF5jkMlkMpkTOTDIZDKZzIkcGGQymUzmRA4MMplMJnMiBwaZTCaT\nOZEDg0wmk8mcyIFBJpPJZE7kwCCTyWQyJ3JgkMlkMpkTOTDIZDKZzIkcGGQymUzmRA4MMplMJnMi\nBwaZTCaTOZEDg0wmk8mcyIFBJpPJZE7kwCCTyWQyJ3JgkMlkMpkTOTDIZDKZzIkcGGQymUzmRA4M\nMplMJnMiBwaZTCaTOZEDg0wmk8mcyIFBJpPJZE7+Dw5pcJfqclNxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdb212c9dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "geom = pygmsh.opencascade.Geometry(\n",
    "  characteristic_length_min=0.1,\n",
    "  characteristic_length_max=0.1,\n",
    "  )\n",
    "\n",
    "rectangle = geom.add_rectangle([-1.0, -1.0, 0.0], 2.0, 2.0)\n",
    "disk1 = geom.add_disk([-1.2, 0.0, 0.0], 0.5)\n",
    "disk2 = geom.add_disk([+1.2, 0.0, 0.0], 0.5)\n",
    "union = geom.boolean_union([rectangle, disk1, disk2])\n",
    "\n",
    "disk3 = geom.add_disk([0.0, -0.9, 0.0], 0.5)\n",
    "disk4 = geom.add_disk([0.0, +0.9, 0.0], 0.5)\n",
    "flat = geom.boolean_difference([union], [disk3, disk4])\n",
    "\n",
    "#geom.extrude(flat, [0, 0, 0.3])\n",
    "\n",
    "point, cell, point_data, cell_data, field_data = pygmsh.generate_mesh(geom)\n",
    "\n",
    "tmesh = TriangleMesh(point[:, 0:2], cell['triangle'])\n",
    "fig = plt.figure()\n",
    "axes = fig.gca()\n",
    "tmesh.add_plot(axes)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Info    : Running 'gmsh -3 -bin /tmp/tmpkp0gfx7a.geo -o /tmp/tmpwojv2449.msh -optimize_lloyd 10' [Gmsh 3.0.7, 1 node, max. 1 thread]\n",
      "Info    : Started on Wed Nov  8 16:21:21 2017\n",
      "Info    : Reading '/tmp/tmpkp0gfx7a.geo'...\n",
      "Info    : Done reading '/tmp/tmpkp0gfx7a.geo'\n",
      "Info    : Finalized high order topology of periodic connections\n",
      "Info    : Meshing 1D...\n",
      "Info    : Meshing curve 1 (Line)\n",
      "Info    : Meshing curve 2 (Line)\n",
      "Info    : Meshing curve 3 (Line)\n",
      "Info    : Meshing curve 4 (Line)\n",
      "Info    : Meshing curve 5 (Line)\n",
      "Info    : Meshing curve 6 (Line)\n",
      "Info    : Meshing curve 7 (Line)\n",
      "Info    : Meshing curve 8 (Line)\n",
      "Info    : Done meshing 1D (0 s)\n",
      "Info    : Meshing 2D...\n",
      "Info    : Meshing surface 10 (Plane, Delaunay)\n",
      "Lloyd: 0 17.197\n",
      "Lloyd: 1 21.143\n",
      "Lloyd: 2 21.962\n",
      "Lloyd: 3 23.058\n",
      "Lloyd: 4 24.434\n",
      "Lloyd: 5 25.292\n",
      "Lloyd: 6 25.695\n",
      "Lloyd: 7 26.636\n",
      "Lloyd: 8 26.957\n",
      "Lloyd: 9 27.767\n",
      "Lloyd: 10 28.028\n",
      "Lloyd: 11 28.191\n",
      "Lloyd: 12 28.607\n",
      "Lloyd: 13 28.715\n",
      "Lloyd: 14 29.070\n",
      "Lloyd: 15 29.533\n",
      "Lloyd: 16 29.642\n",
      "Lloyd: 17 29.909\n",
      "Lloyd: 18 30.139\n",
      "Info    : Meshing surface 10 (Plane, MeshAdapt)\n",
      "Info    : Done meshing 2D (0.296 s)\n",
      "Info    : Meshing 3D...\n",
      "Info    : Done meshing 3D (0 s)\n",
      "Info    : 165 vertices 336 elements\n",
      "Info    : Writing '/tmp/tmpwojv2449.msh'...\n",
      "Info    : Done writing '/tmp/tmpwojv2449.msh'\n",
      "Info    : Stopped on Wed Nov  8 16:21:22 2017\n",
      "Info    : No current model available: creating one\n",
      "Lloyd smoothing...\n"
     ]
    },
    {
     "data": {
      "image/png": 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s2sFbwVk7r466d+G+TqFRmAUXc7iJp0IWjt8cOY/iKYMQwgghTQklU3SO2r1M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\nColE8lT+Hz5QnI3u8nsZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4f4d675748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "geom = pygmsh.built_in.Geometry()\n",
    "\n",
    "# Draw a cross.\n",
    "poly = geom.add_polygon([\n",
    "    [0.0,   0.5, 0.0],\n",
    "    [-0.1,  0.1, 0.0],\n",
    "    [-0.5,  0.0, 0.0],\n",
    "    [-0.1, -0.1, 0.0],\n",
    "    [0.0,  -0.5, 0.0],\n",
    "    [0.1,  -0.1, 0.0],\n",
    "    [0.5,   0.0, 0.0],\n",
    "    [0.1,   0.1, 0.0]\n",
    "    ],\n",
    "    lcar=0.05\n",
    "    )\n",
    "\n",
    "#axis = [0, 0, 1]\n",
    "\n",
    "#geom.extrude(\n",
    "#    poly,\n",
    "#    translation_axis=axis,\n",
    "#    rotation_axis=axis,\n",
    "#    point_on_axis=[0, 0, 0],\n",
    "#    angle=2.0 / 6.0 * np.pi\n",
    "#    )\n",
    "\n",
    "point, cell, point_data, cell_data, field_data = pygmsh.generate_mesh(geom)\n",
    "tmesh = TriangleMesh(point[:, 0:2], cell['triangle'])\n",
    "fig = plt.figure()\n",
    "axes = fig.gca()\n",
    "tmesh.add_plot(axes)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Single '}' encountered in format string",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-3-e0673659db8f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0mp1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgeom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_point\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0.8\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.9\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.05\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0mline0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgeom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_line\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mgeom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_line_in_surface\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoly\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msurface\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;31m#axis = [0, 0, 1]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pygmsh-4.0.3-py3.5.egg/pygmsh/built_in/geometry.py\u001b[0m in \u001b[0;36madd_line_in_surface\u001b[0;34m(self, line, surface)\u001b[0m\n\u001b[1;32m    137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    138\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0madd_line_in_surface\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mline\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msurface\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 139\u001b[0;31m         \u001b[0mcode\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'Line\\{{}\\} in Surface\\{{}\\};'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_ID\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msurface\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_ID\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    140\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    141\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Single '}' encountered in format string"
     ]
    }
   ],
   "source": [
    "geom = pygmsh.built_in.Geometry()\n",
    "\n",
    "# Draw a cross.\n",
    "poly = geom.add_polygon([\n",
    "    [0.0,   0.0, 0.0],\n",
    "    [1.0,   0.0, 0.0],\n",
    "    [1.0,   1.0, 0.0],\n",
    "    [0.0,   1.0, 0.0],],\n",
    "    lcar=0.05\n",
    "    )\n",
    "geom.add_polygon??\n",
    "p0 = geom.add_point([0.5, 0.5, 0.0], 0.05)\n",
    "p1 = geom.add_point([0.8, 0.9, 0.0], 0.05)\n",
    "line0 = geom.add_line(p0, p1)\n",
    "geom.add_line_in_surface(line0, poly.surface)\n",
    "\n",
    "#axis = [0, 0, 1]\n",
    "\n",
    "#geom.extrude(\n",
    "#    poly,\n",
    "#    translation_axis=axis,\n",
    "#    rotation_axis=axis,\n",
    "#    point_on_axis=[0, 0, 0],\n",
    "#    angle=2.0 / 6.0 * np.pi\n",
    "#    )\n",
    "\n",
    "point, cell, point_data, cell_data, field_data = pygmsh.generate_mesh(geom)\n",
    "tmesh = TriangleMesh(point[:, 0:2], cell['triangle'])\n",
    "fig = plt.figure()\n",
    "axes = fig.gca()\n",
    "tmesh.add_plot(axes)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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